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Pretrain-Finetune and Uncertainty Estimation in Machine Learning - Part 1

Pretrain-Finetune and Uncertainty Estimation in Machine Learning - Part 1

UofU Data Science via YouTube Direct link

Probability calibration

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Probability calibration

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Pretrain-Finetune and Uncertainty Estimation in Machine Learning - Part 1

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  1. 1 Reminders
  2. 2 Masked language modeling MLM
  3. 3 Finetuning a MLM-pretrained model
  4. 4 Language modeling
  5. 5 Finetuning a LM for classification
  6. 6 Pretrained vision models
  7. 7 Uncertainty estimation intro
  8. 8 Probability calibration
  9. 9 Calibration error
  10. 10 Overview: uncertainty estimation so-far

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